{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# TA-Lib简介"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "TA-Lib，全称“Technical Analysis Library”, 即技术分析库，是Python金融量化的高级库，涵盖了150多种股票期货交易软件中常用的技术指标，如MACD、RSI、KDJ、动量指标、布林带等等。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# TA-Lib安装"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "在cmd上使用“pip install talib”命令一般会报错，正确安装方法是，进入[https://www.lfd.uci.edu/~gohlke/pythonlibs/](https://www.lfd.uci.edu/~gohlke/pythonlibs)\n",
    "，下拉选择TA_Lib-0.4.17-cp37-cp37m-win_amd64.whl（win系统64位，python3.7版本，根据自己系统和python版本选择相应的安装包），将下载包放在当前工作路径中，然后在Anaconda Prompt（或windows的cmd）里面输入命令：pip install TA_Lib-0.4.17-cp27-cp27m-win_amd64.whl。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# TA-Lib使用"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-02-21T11:03:24.285948Z",
     "start_time": "2019-02-21T11:03:19.581554Z"
    }
   },
   "outputs": [],
   "source": [
    "#先引入后面可能用到的包（package）\n",
    "import pandas as pd  \n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline   \n",
    "\n",
    "#正常显示画图时出现的中文和负号\n",
    "from pylab import mpl\n",
    "mpl.rcParams['font.sans-serif']=['SimHei']\n",
    "mpl.rcParams['axes.unicode_minus']=False"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-02-21T11:03:25.979051Z",
     "start_time": "2019-02-21T11:03:25.931142Z"
    }
   },
   "outputs": [],
   "source": [
    "#引入TA-Lib库\n",
    "import talib as ta"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-02-17T12:31:50.493044Z",
     "start_time": "2019-02-17T12:31:50.488060Z"
    }
   },
   "outputs": [],
   "source": [
    "#查看包含的技术指标和数学运算函数\n",
    "#print(ta.get_functions())\n",
    "#print(ta.get_function_groups())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-02-21T11:03:33.527028Z",
     "start_time": "2019-02-21T11:03:33.518011Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "dict_keys(['Cycle Indicators', 'Math Operators', 'Math Transform', 'Momentum Indicators', 'Overlap Studies', 'Pattern Recognition', 'Price Transform', 'Statistic Functions', 'Volatility Indicators', 'Volume Indicators'])"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ta_fun=ta.get_function_groups()\n",
    "ta_fun.keys()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-02-21T15:13:32.331499Z",
     "start_time": "2019-02-21T15:13:31.435947Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "        vertical-align: middle;\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>date</th>\n",
       "      <th>open</th>\n",
       "      <th>close</th>\n",
       "      <th>high</th>\n",
       "      <th>low</th>\n",
       "      <th>volume</th>\n",
       "      <th>code</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2000-01-04</th>\n",
       "      <td>2000-01-04</td>\n",
       "      <td>1368.69</td>\n",
       "      <td>1406.37</td>\n",
       "      <td>1407.52</td>\n",
       "      <td>1361.21</td>\n",
       "      <td>9034020.0</td>\n",
       "      <td>sh</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2000-01-05</th>\n",
       "      <td>2000-01-05</td>\n",
       "      <td>1407.83</td>\n",
       "      <td>1409.68</td>\n",
       "      <td>1433.78</td>\n",
       "      <td>1398.32</td>\n",
       "      <td>10580000.0</td>\n",
       "      <td>sh</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2000-01-06</th>\n",
       "      <td>2000-01-06</td>\n",
       "      <td>1406.04</td>\n",
       "      <td>1463.94</td>\n",
       "      <td>1463.95</td>\n",
       "      <td>1400.25</td>\n",
       "      <td>13480500.0</td>\n",
       "      <td>sh</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2000-01-07</th>\n",
       "      <td>2000-01-07</td>\n",
       "      <td>1477.15</td>\n",
       "      <td>1516.60</td>\n",
       "      <td>1522.82</td>\n",
       "      <td>1477.15</td>\n",
       "      <td>34515700.0</td>\n",
       "      <td>sh</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2000-01-10</th>\n",
       "      <td>2000-01-10</td>\n",
       "      <td>1531.71</td>\n",
       "      <td>1545.11</td>\n",
       "      <td>1546.72</td>\n",
       "      <td>1506.40</td>\n",
       "      <td>31253500.0</td>\n",
       "      <td>sh</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                  date     open    close     high      low      volume code\n",
       "date                                                                       \n",
       "2000-01-04  2000-01-04  1368.69  1406.37  1407.52  1361.21   9034020.0   sh\n",
       "2000-01-05  2000-01-05  1407.83  1409.68  1433.78  1398.32  10580000.0   sh\n",
       "2000-01-06  2000-01-06  1406.04  1463.94  1463.95  1400.25  13480500.0   sh\n",
       "2000-01-07  2000-01-07  1477.15  1516.60  1522.82  1477.15  34515700.0   sh\n",
       "2000-01-10  2000-01-10  1531.71  1545.11  1546.72  1506.40  31253500.0   sh"
      ]
     },
     "execution_count": 79,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import tushare as ts\n",
    "df=ts.get_k_data('sh',start='2000-01-01')\n",
    "df.index=pd.to_datetime(df.date)\n",
    "df=df.sort_index()\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-02-21T12:38:00.325650Z",
     "start_time": "2019-02-21T12:38:00.283765Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
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       "    }\n",
       "\n",
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       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>close</th>\n",
       "      <th>SMA</th>\n",
       "      <th>EMA</th>\n",
       "      <th>WMA</th>\n",
       "      <th>DEMA</th>\n",
       "      <th>TEMA</th>\n",
       "      <th>TRIMA</th>\n",
       "      <th>KAMA</th>\n",
       "      <th>MAMA</th>\n",
       "      <th>T3</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>trade_date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2019-02-15</th>\n",
       "      <td>2682.3850</td>\n",
       "      <td>2689.78858</td>\n",
       "      <td>2682.255710</td>\n",
       "      <td>2696.774193</td>\n",
       "      <td>2706.196706</td>\n",
       "      <td>2705.003141</td>\n",
       "      <td>2698.074789</td>\n",
       "      <td>2683.362662</td>\n",
       "      <td>2675.123132</td>\n",
       "      <td>2683.026168</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-02-18</th>\n",
       "      <td>2754.3566</td>\n",
       "      <td>2709.88070</td>\n",
       "      <td>2706.289340</td>\n",
       "      <td>2718.296867</td>\n",
       "      <td>2738.272424</td>\n",
       "      <td>2742.838106</td>\n",
       "      <td>2710.250733</td>\n",
       "      <td>2694.989699</td>\n",
       "      <td>2679.084805</td>\n",
       "      <td>2701.797937</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-02-19</th>\n",
       "      <td>2755.6459</td>\n",
       "      <td>2726.63114</td>\n",
       "      <td>2722.741527</td>\n",
       "      <td>2733.551933</td>\n",
       "      <td>2755.031707</td>\n",
       "      <td>2758.280226</td>\n",
       "      <td>2719.109133</td>\n",
       "      <td>2703.634680</td>\n",
       "      <td>2682.912860</td>\n",
       "      <td>2720.486161</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-02-20</th>\n",
       "      <td>2761.2189</td>\n",
       "      <td>2734.66126</td>\n",
       "      <td>2735.567318</td>\n",
       "      <td>2745.081187</td>\n",
       "      <td>2765.644632</td>\n",
       "      <td>2766.335067</td>\n",
       "      <td>2735.561156</td>\n",
       "      <td>2707.840198</td>\n",
       "      <td>2686.828162</td>\n",
       "      <td>2737.502329</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-02-21</th>\n",
       "      <td>2751.8012</td>\n",
       "      <td>2741.08152</td>\n",
       "      <td>2740.978612</td>\n",
       "      <td>2750.794500</td>\n",
       "      <td>2764.637684</td>\n",
       "      <td>2760.819146</td>\n",
       "      <td>2748.030544</td>\n",
       "      <td>2709.938169</td>\n",
       "      <td>2690.076814</td>\n",
       "      <td>2750.169381</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                close         SMA          EMA          WMA         DEMA  \\\n",
       "trade_date                                                                 \n",
       "2019-02-15  2682.3850  2689.78858  2682.255710  2696.774193  2706.196706   \n",
       "2019-02-18  2754.3566  2709.88070  2706.289340  2718.296867  2738.272424   \n",
       "2019-02-19  2755.6459  2726.63114  2722.741527  2733.551933  2755.031707   \n",
       "2019-02-20  2761.2189  2734.66126  2735.567318  2745.081187  2765.644632   \n",
       "2019-02-21  2751.8012  2741.08152  2740.978612  2750.794500  2764.637684   \n",
       "\n",
       "                   TEMA        TRIMA         KAMA         MAMA           T3  \n",
       "trade_date                                                                   \n",
       "2019-02-15  2705.003141  2698.074789  2683.362662  2675.123132  2683.026168  \n",
       "2019-02-18  2742.838106  2710.250733  2694.989699  2679.084805  2701.797937  \n",
       "2019-02-19  2758.280226  2719.109133  2703.634680  2682.912860  2720.486161  \n",
       "2019-02-20  2766.335067  2735.561156  2707.840198  2686.828162  2737.502329  \n",
       "2019-02-21  2760.819146  2748.030544  2709.938169  2690.076814  2750.169381  "
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "types=['SMA','EMA','WMA','DEMA','TEMA','TRIMA','KAMA','MAMA','T3']\n",
    "df_ma=pd.DataFrame(df.close)\n",
    "for i in range(len(types)):\n",
    "    df_ma[types[i]]=ta.MA(df.close,timeperiod=5,matype=i)\n",
    "df_ma.tail()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-02-21T15:02:35.958321Z",
     "start_time": "2019-02-21T15:02:35.484591Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_ma.loc['2018-08-01':].plot(figsize=(16,6))\n",
    "ax = plt.gca()  \n",
    "ax.spines['right'].set_color('none') \n",
    "ax.spines['top'].set_color('none')   \n",
    "plt.title('上证指数各种类型移动平均线',fontsize=15)\n",
    "plt.xlabel('')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-02-21T12:39:33.749705Z",
     "start_time": "2019-02-21T12:39:33.726769Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>close</th>\n",
       "      <th>open</th>\n",
       "      <th>high</th>\n",
       "      <th>low</th>\n",
       "      <th>pct_chg</th>\n",
       "      <th>vol</th>\n",
       "      <th>ma_5</th>\n",
       "      <th>ma_30</th>\n",
       "      <th>ma_120</th>\n",
       "      <th>ma_250</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>trade_date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2019-02-15</th>\n",
       "      <td>2682.3850</td>\n",
       "      <td>2712.7862</td>\n",
       "      <td>2715.6321</td>\n",
       "      <td>2679.7849</td>\n",
       "      <td>-1.3720</td>\n",
       "      <td>196004265.0</td>\n",
       "      <td>2682.255710</td>\n",
       "      <td>2607.557548</td>\n",
       "      <td>2662.930957</td>\n",
       "      <td>2808.867745</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-02-18</th>\n",
       "      <td>2754.3566</td>\n",
       "      <td>2699.8171</td>\n",
       "      <td>2754.3566</td>\n",
       "      <td>2699.8171</td>\n",
       "      <td>2.6831</td>\n",
       "      <td>260436007.0</td>\n",
       "      <td>2706.289340</td>\n",
       "      <td>2617.028455</td>\n",
       "      <td>2664.442124</td>\n",
       "      <td>2808.433393</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-02-19</th>\n",
       "      <td>2755.6459</td>\n",
       "      <td>2759.4960</td>\n",
       "      <td>2780.7837</td>\n",
       "      <td>2737.5864</td>\n",
       "      <td>0.0468</td>\n",
       "      <td>288046271.0</td>\n",
       "      <td>2722.741527</td>\n",
       "      <td>2625.971516</td>\n",
       "      <td>2665.949625</td>\n",
       "      <td>2808.012776</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-02-20</th>\n",
       "      <td>2761.2189</td>\n",
       "      <td>2761.0588</td>\n",
       "      <td>2767.4109</td>\n",
       "      <td>2739.9783</td>\n",
       "      <td>0.2022</td>\n",
       "      <td>245972527.0</td>\n",
       "      <td>2735.567318</td>\n",
       "      <td>2634.697153</td>\n",
       "      <td>2667.524324</td>\n",
       "      <td>2807.639916</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-02-21</th>\n",
       "      <td>2751.8012</td>\n",
       "      <td>2759.9383</td>\n",
       "      <td>2794.0131</td>\n",
       "      <td>2744.9762</td>\n",
       "      <td>-0.3411</td>\n",
       "      <td>298649969.0</td>\n",
       "      <td>2740.978612</td>\n",
       "      <td>2642.252253</td>\n",
       "      <td>2668.917330</td>\n",
       "      <td>2807.194986</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                close       open       high        low  pct_chg          vol  \\\n",
       "trade_date                                                                     \n",
       "2019-02-15  2682.3850  2712.7862  2715.6321  2679.7849  -1.3720  196004265.0   \n",
       "2019-02-18  2754.3566  2699.8171  2754.3566  2699.8171   2.6831  260436007.0   \n",
       "2019-02-19  2755.6459  2759.4960  2780.7837  2737.5864   0.0468  288046271.0   \n",
       "2019-02-20  2761.2189  2761.0588  2767.4109  2739.9783   0.2022  245972527.0   \n",
       "2019-02-21  2751.8012  2759.9383  2794.0131  2744.9762  -0.3411  298649969.0   \n",
       "\n",
       "                   ma_5        ma_30       ma_120       ma_250  \n",
       "trade_date                                                      \n",
       "2019-02-15  2682.255710  2607.557548  2662.930957  2808.867745  \n",
       "2019-02-18  2706.289340  2617.028455  2664.442124  2808.433393  \n",
       "2019-02-19  2722.741527  2625.971516  2665.949625  2808.012776  \n",
       "2019-02-20  2735.567318  2634.697153  2667.524324  2807.639916  \n",
       "2019-02-21  2740.978612  2642.252253  2668.917330  2807.194986  "
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#画5、30、120、250指数移动平均线\n",
    "N=[5,30,120,250]\n",
    "for i in N:\n",
    "    df['ma_'+str(i)]=ta.EMA(df.close,timeperiod=i)\n",
    "df.tail()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-02-21T12:42:17.518561Z",
     "start_time": "2019-02-21T12:42:17.186453Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.loc['2014-01-01':,['close','ma_5','ma_30','ma_120','ma_250']].plot(figsize=(16,6))\n",
    "ax = plt.gca()  \n",
    "ax.spines['right'].set_color('none') \n",
    "ax.spines['top'].set_color('none')   \n",
    "plt.title('上证指数走势',fontsize=15)\n",
    "plt.xlabel('')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### BBANDS布林带指标"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "利用统计原理，求出股价的标准差及其信赖区间，从而确定股价的波动范围及未来走势，利用波带显示股价的安全高低价位。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-02-21T13:36:51.982652Z",
     "start_time": "2019-02-21T13:36:51.955721Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>close</th>\n",
       "      <th>H_line</th>\n",
       "      <th>M_line</th>\n",
       "      <th>L_line</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>trade_date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2019-02-15</th>\n",
       "      <td>2682.3850</td>\n",
       "      <td>2711.977963</td>\n",
       "      <td>2610.768145</td>\n",
       "      <td>2509.558327</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-02-18</th>\n",
       "      <td>2754.3566</td>\n",
       "      <td>2734.675802</td>\n",
       "      <td>2621.697710</td>\n",
       "      <td>2508.719618</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-02-19</th>\n",
       "      <td>2755.6459</td>\n",
       "      <td>2755.388183</td>\n",
       "      <td>2630.962760</td>\n",
       "      <td>2506.537337</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-02-20</th>\n",
       "      <td>2761.2189</td>\n",
       "      <td>2773.836578</td>\n",
       "      <td>2640.502600</td>\n",
       "      <td>2507.168622</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-02-21</th>\n",
       "      <td>2751.8012</td>\n",
       "      <td>2786.413068</td>\n",
       "      <td>2650.110810</td>\n",
       "      <td>2513.808552</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                close       H_line       M_line       L_line\n",
       "trade_date                                                  \n",
       "2019-02-15  2682.3850  2711.977963  2610.768145  2509.558327\n",
       "2019-02-18  2754.3566  2734.675802  2621.697710  2508.719618\n",
       "2019-02-19  2755.6459  2755.388183  2630.962760  2506.537337\n",
       "2019-02-20  2761.2189  2773.836578  2640.502600  2507.168622\n",
       "2019-02-21  2751.8012  2786.413068  2650.110810  2513.808552"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "H_line,M_line,L_line=ta.BBANDS(df.close, timeperiod=20, nbdevup=2, nbdevdn=2, matype=0)\n",
    "df1=pd.DataFrame(df.close,index=df.index,columns=['close'])\n",
    "df1['H_line']=H_line\n",
    "df1['M_line']=M_line\n",
    "df1['L_line']=L_line\n",
    "df1.tail()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-02-21T13:36:53.274200Z",
     "start_time": "2019-02-21T13:36:52.973998Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df1.loc['2013-01-01':'2014-12-30'].plot(figsize=(16,6))\n",
    "ax = plt.gca()  \n",
    "ax.spines['right'].set_color('none') \n",
    "ax.spines['top'].set_color('none')   \n",
    "plt.title('上证指数布林线',fontsize=15)\n",
    "plt.xlabel('')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-02-21T14:56:47.656198Z",
     "start_time": "2019-02-21T14:56:47.620260Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>close</th>\n",
       "      <th>HT</th>\n",
       "      <th>MAVP</th>\n",
       "      <th>MIDPOINT</th>\n",
       "      <th>MIDPRICE</th>\n",
       "      <th>SAR</th>\n",
       "      <th>SAREXT</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>trade_date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2019-02-15</th>\n",
       "      <td>2682.3850</td>\n",
       "      <td>2575.975678</td>\n",
       "      <td>2707.717733</td>\n",
       "      <td>2648.32195</td>\n",
       "      <td>2644.71850</td>\n",
       "      <td>2642.711689</td>\n",
       "      <td>2642.711689</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-02-18</th>\n",
       "      <td>2754.3566</td>\n",
       "      <td>2583.266927</td>\n",
       "      <td>2718.813833</td>\n",
       "      <td>2664.96610</td>\n",
       "      <td>2657.16930</td>\n",
       "      <td>2660.060351</td>\n",
       "      <td>2660.060351</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-02-19</th>\n",
       "      <td>2755.6459</td>\n",
       "      <td>2593.404944</td>\n",
       "      <td>2730.795833</td>\n",
       "      <td>2665.61075</td>\n",
       "      <td>2670.38285</td>\n",
       "      <td>2678.919601</td>\n",
       "      <td>2678.919601</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-02-20</th>\n",
       "      <td>2761.2189</td>\n",
       "      <td>2601.866953</td>\n",
       "      <td>2757.073800</td>\n",
       "      <td>2668.39725</td>\n",
       "      <td>2670.38285</td>\n",
       "      <td>2699.292421</td>\n",
       "      <td>2699.292421</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-02-21</th>\n",
       "      <td>2751.8012</td>\n",
       "      <td>2610.311615</td>\n",
       "      <td>2756.222000</td>\n",
       "      <td>2668.39725</td>\n",
       "      <td>2676.99755</td>\n",
       "      <td>2715.590677</td>\n",
       "      <td>2715.590677</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                close           HT         MAVP    MIDPOINT    MIDPRICE  \\\n",
       "trade_date                                                                \n",
       "2019-02-15  2682.3850  2575.975678  2707.717733  2648.32195  2644.71850   \n",
       "2019-02-18  2754.3566  2583.266927  2718.813833  2664.96610  2657.16930   \n",
       "2019-02-19  2755.6459  2593.404944  2730.795833  2665.61075  2670.38285   \n",
       "2019-02-20  2761.2189  2601.866953  2757.073800  2668.39725  2670.38285   \n",
       "2019-02-21  2751.8012  2610.311615  2756.222000  2668.39725  2676.99755   \n",
       "\n",
       "                    SAR       SAREXT  \n",
       "trade_date                            \n",
       "2019-02-15  2642.711689  2642.711689  \n",
       "2019-02-18  2660.060351  2660.060351  \n",
       "2019-02-19  2678.919601  2678.919601  \n",
       "2019-02-20  2699.292421  2699.292421  \n",
       "2019-02-21  2715.590677  2715.590677  "
      ]
     },
     "execution_count": 64,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df2=pd.DataFrame(df.close)\n",
    "df2['HT']=ta.HT_TRENDLINE(df.close)\n",
    "periods =np.array([3]*len(df), dtype=float)\n",
    "df2['MAVP']=ta. MAVP(df.close,periods)\n",
    "df2['MIDPOINT']=ta.MIDPOINT(df.close)\n",
    "df2['MIDPRICE']=ta.MIDPRICE(df.high,df.low)\n",
    "df2['SAR']=ta.SAR(df.high,df.low)\n",
    "df2['SAREXT']=ta.SAREXT(df.high,df.low)\n",
    "df2.tail()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-02-21T15:02:00.995860Z",
     "start_time": "2019-02-21T15:02:00.652778Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df2.loc['2018-01-01':'2019-02-21',['close','HT','MAVP','MIDPOINT','MIDPRICE','SAR']].plot(figsize=(16,6))\n",
    "ax = plt.gca()  \n",
    "ax.spines['right'].set_color('none') \n",
    "ax.spines['top'].set_color('none')   \n",
    "plt.title('上证指数的其他趋势指标线',fontsize=15)\n",
    "plt.xlabel('')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-02-21T15:01:39.909275Z",
     "start_time": "2019-02-21T15:01:39.645019Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df2.loc['2018-01-01':'2019-02-21','SAREXT'].plot(figsize=(16,6))\n",
    "ax = plt.gca()  \n",
    "ax.spines['right'].set_color('none') \n",
    "ax.spines['top'].set_color('none')   \n",
    "plt.title('上证指数的抛物线扩展走势',fontsize=15)\n",
    "plt.xlabel('')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "hide_input": false,
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.1"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
